Overview
Brought to you by YData
Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 121856 |
| Missing cells | 395817 |
| Missing cells (%) | 8.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 136.4 MiB |
| Average record size in memory | 1.1 KiB |
Variable types
| Numeric | 11 |
|---|---|
| Unsupported | 9 |
| Categorical | 17 |
| Boolean | 2 |
| Text | 1 |
Car_Owned is highly overall correlated with Own_House_Age | High correlation |
Child_Count is highly overall correlated with Client_Family_Members | High correlation |
Client_Family_Members is highly overall correlated with Child_Count | High correlation |
Client_Occupation is highly overall correlated with Mobile_Tag | High correlation |
Credit_Bureau is highly overall correlated with Mobile_Tag | High correlation |
Mobile_Tag is highly overall correlated with Client_Occupation and 4 other fields | High correlation |
Own_House_Age is highly overall correlated with Car_Owned | High correlation |
Phone_Change is highly overall correlated with Mobile_Tag | High correlation |
Score_Source_1 is highly overall correlated with Mobile_Tag | High correlation |
Score_Source_2 is highly overall correlated with Mobile_Tag | High correlation |
Accompany_Client is highly imbalanced (66.3%) | Imbalance |
Client_Education is highly imbalanced (52.8%) | Imbalance |
Loan_Contract_Type is highly imbalanced (55.1%) | Imbalance |
Client_Housing_Type is highly imbalanced (72.2%) | Imbalance |
Mobile_Tag is highly imbalanced (> 99.9%) | Imbalance |
Client_Permanent_Match_Tag is highly imbalanced (60.8%) | Imbalance |
Default is highly imbalanced (59.5%) | Imbalance |
Client_Income has 3607 (3.0%) missing values | Missing |
Car_Owned has 3581 (2.9%) missing values | Missing |
Bike_Owned has 3624 (3.0%) missing values | Missing |
Active_Loan has 3635 (3.0%) missing values | Missing |
House_Own has 3661 (3.0%) missing values | Missing |
Child_Count has 3638 (3.0%) missing values | Missing |
Credit_Amount has 3632 (3.0%) missing values | Missing |
Loan_Annuity has 4812 (3.9%) missing values | Missing |
Accompany_Client has 1746 (1.4%) missing values | Missing |
Client_Income_Type has 3701 (3.0%) missing values | Missing |
Client_Education has 3645 (3.0%) missing values | Missing |
Client_Marital_Status has 3473 (2.9%) missing values | Missing |
Client_Gender has 2413 (2.0%) missing values | Missing |
Loan_Contract_Type has 3651 (3.0%) missing values | Missing |
Client_Housing_Type has 3687 (3.0%) missing values | Missing |
Population_Region_Relative has 4857 (4.0%) missing values | Missing |
Age_Days has 3600 (3.0%) missing values | Missing |
Employed_Days has 3649 (3.0%) missing values | Missing |
Registration_Days has 3614 (3.0%) missing values | Missing |
ID_Days has 5968 (4.9%) missing values | Missing |
Own_House_Age has 80095 (65.7%) missing values | Missing |
Client_Occupation has 41435 (34.0%) missing values | Missing |
Client_Family_Members has 2410 (2.0%) missing values | Missing |
Cleint_City_Rating has 2409 (2.0%) missing values | Missing |
Application_Process_Day has 2428 (2.0%) missing values | Missing |
Application_Process_Hour has 3663 (3.0%) missing values | Missing |
Type_Organization has 3609 (3.0%) missing values | Missing |
Score_Source_1 has 68835 (56.5%) missing values | Missing |
Score_Source_2 has 5686 (4.7%) missing values | Missing |
Score_Source_3 has 26921 (22.1%) missing values | Missing |
Social_Circle_Default has 61928 (50.8%) missing values | Missing |
Phone_Change has 3664 (3.0%) missing values | Missing |
Credit_Bureau has 18540 (15.2%) missing values | Missing |
Score_Source_2 is highly skewed (γ1 = 125.3457577) | Skewed |
ID is uniformly distributed | Uniform |
ID has unique values | Unique |
Client_Income is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Credit_Amount is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Loan_Annuity is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Population_Region_Relative is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Age_Days is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Employed_Days is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Registration_Days is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
ID_Days is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Score_Source_3 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Child_Count has 82834 (68.0%) zeros | Zeros |
Application_Process_Day has 6287 (5.2%) zeros | Zeros |
Phone_Change has 14555 (11.9%) zeros | Zeros |
Credit_Bureau has 28003 (23.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-23 01:58:19.205562 |
|---|---|
| Analysis finished | 2025-06-23 01:59:08.758891 |
| Duration | 49.55 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
ID
Real number (ℝ)
Uniform Unique
| Distinct | 121856 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12160928 |
| Minimum | 12100001 |
|---|---|
| Maximum | 12221856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 12100001 |
|---|---|
| 5-th percentile | 12106094 |
| Q1 | 12130465 |
| median | 12160928 |
| Q3 | 12191392 |
| 95-th percentile | 12215763 |
| Maximum | 12221856 |
| Range | 121855 |
| Interquartile range (IQR) | 60927.5 |
Descriptive statistics
| Standard deviation | 35176.942 |
|---|---|
| Coefficient of variation (CV) | 0.0028926197 |
| Kurtosis | -1.2 |
| Mean | 12160928 |
| Median Absolute Deviation (MAD) | 30464 |
| Skewness | 6.127353 × 10-19 |
| Sum | 1.4818821 × 1012 |
| Variance | 1.2374172 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12201243 | 1 | < 0.1% |
| 12179258 | 1 | < 0.1% |
| 12151712 | 1 | < 0.1% |
| 12184641 | 1 | < 0.1% |
| 12183295 | 1 | < 0.1% |
| 12215564 | 1 | < 0.1% |
| 12220776 | 1 | < 0.1% |
| 12129827 | 1 | < 0.1% |
| 12182454 | 1 | < 0.1% |
| 12153526 | 1 | < 0.1% |
| Other values (121846) | 121846 |
| Value | Count | Frequency (%) |
| 12100001 | 1 | |
| 12100002 | 1 | |
| 12100003 | 1 | |
| 12100004 | 1 | |
| 12100005 | 1 | |
| 12100006 | 1 | |
| 12100007 | 1 | |
| 12100008 | 1 | |
| 12100009 | 1 | |
| 12100010 | 1 |
| Value | Count | Frequency (%) |
| 12221856 | 1 | |
| 12221855 | 1 | |
| 12221854 | 1 | |
| 12221853 | 1 | |
| 12221852 | 1 | |
| 12221851 | 1 | |
| 12221850 | 1 | |
| 12221849 | 1 | |
| 12221848 | 1 | |
| 12221847 | 1 |
Client_Income
Unsupported
Missing Rejected Unsupported
| Missing | 3607 |
|---|---|
| Missing (%) | 3.0% |
| Memory size | 5.8 MiB |
Car_Owned
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3581 |
| Missing (%) | 2.9% |
| Memory size | 6.1 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 77724 | |
| 1.0 | 40551 | |
| (Missing) | 3581 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 77724 | |
| 1.0 | 40551 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 195999 | |
| . | 118275 | |
| 1 | 40551 | 11.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 354825 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 195999 | |
| . | 118275 | |
| 1 | 40551 | 11.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 354825 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 195999 | |
| . | 118275 | |
| 1 | 40551 | 11.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 354825 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 195999 | |
| . | 118275 | |
| 1 | 40551 | 11.4% |
Bike_Owned
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3624 |
| Missing (%) | 3.0% |
| Memory size | 6.1 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 78948 | |
| 1.0 | 39284 | |
| (Missing) | 3624 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 78948 | |
| 1.0 | 39284 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 197180 | |
| . | 118232 | |
| 1 | 39284 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 354696 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 197180 | |
| . | 118232 | |
| 1 | 39284 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 354696 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 197180 | |
| . | 118232 | |
| 1 | 39284 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 354696 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 197180 | |
| . | 118232 | |
| 1 | 39284 | 11.1% |
Active_Loan
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3635 |
| Missing (%) | 3.0% |
| Memory size | 6.1 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 59208 | |
| 1.0 | 59013 | |
| (Missing) | 3635 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 59208 | |
| 1.0 | 59013 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 177429 | |
| . | 118221 | |
| 1 | 59013 | 16.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 354663 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 177429 | |
| . | 118221 | |
| 1 | 59013 | 16.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 354663 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 177429 | |
| . | 118221 | |
| 1 | 59013 | 16.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 354663 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 177429 | |
| . | 118221 | |
| 1 | 59013 | 16.6% |
House_Own
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3661 |
| Missing (%) | 3.0% |
| Memory size | 6.1 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 81798 | |
| 0.0 | 36397 | |
| (Missing) | 3661 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 81798 | |
| 0.0 | 36397 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 154592 | |
| . | 118195 | |
| 1 | 81798 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 354585 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 154592 | |
| . | 118195 | |
| 1 | 81798 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 354585 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 154592 | |
| . | 118195 | |
| 1 | 81798 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 354585 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 154592 | |
| . | 118195 | |
| 1 | 81798 |
Child_Count
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3638 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41777902 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 82834 |
| Zeros (%) | 68.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.72880243 |
|---|---|
| Coefficient of variation (CV) | 1.7444687 |
| Kurtosis | 12.161459 |
| Mean | 0.41777902 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.191615 |
| Sum | 49389 |
| Variance | 0.53115298 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 82834 | |
| 1 | 23431 | 19.2% |
| 2 | 10294 | 8.4% |
| 3 | 1430 | 1.2% |
| 4 | 167 | 0.1% |
| 5 | 34 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 4 | < 0.1% |
| 14 | 4 | < 0.1% |
| 10 | 3 | < 0.1% |
| Other values (4) | 5 | < 0.1% |
| (Missing) | 3638 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 82834 | |
| 1 | 23431 | 19.2% |
| 2 | 10294 | 8.4% |
| 3 | 1430 | 1.2% |
| 4 | 167 | 0.1% |
| 5 | 34 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 14 | 4 | < 0.1% |
| 12 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 34 | < 0.1% |
| 4 | 167 |
Credit_Amount
Unsupported
Missing Rejected Unsupported
| Missing | 3632 |
|---|---|
| Missing (%) | 3.0% |
| Memory size | 4.6 MiB |
Loan_Annuity
Unsupported
Missing Rejected Unsupported
| Missing | 4812 |
|---|---|
| Missing (%) | 3.9% |
| Memory size | 5.8 MiB |
Accompany_Client
Categorical
Imbalance Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1746 |
| Missing (%) | 1.4% |
| Memory size | 6.3 MiB |
| Alone | |
|---|---|
| Relative | |
| Partner | 4516 |
| Kids | 1334 |
| Others | 987 |
| Other values (2) | 116 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.4653484 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Alone |
|---|---|
| 2nd row | Alone |
| 3rd row | Alone |
| 4th row | Alone |
| 5th row | Alone |
Common Values
| Value | Count | Frequency (%) |
| Alone | 97409 | |
| Relative | 15748 | 12.9% |
| Partner | 4516 | 3.7% |
| Kids | 1334 | 1.1% |
| Others | 987 | 0.8% |
| Group | 104 | 0.1% |
| ## | 12 | < 0.1% |
| (Missing) | 1746 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| alone | 97409 | |
| relative | 15748 | 13.1% |
| partner | 4516 | 3.8% |
| kids | 1334 | 1.1% |
| others | 987 | 0.8% |
| group | 104 | 0.1% |
| 12 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 134408 | |
| l | 113157 | |
| n | 101925 | |
| o | 97513 | |
| A | 97409 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.1% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 656443 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 134408 | |
| l | 113157 | |
| n | 101925 | |
| o | 97513 | |
| A | 97409 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.1% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 656443 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 134408 | |
| l | 113157 | |
| n | 101925 | |
| o | 97513 | |
| A | 97409 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.1% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 656443 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 134408 | |
| l | 113157 | |
| n | 101925 | |
| o | 97513 | |
| A | 97409 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.1% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Client_Income_Type
Categorical
Missing
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3701 |
| Missing (%) | 3.0% |
| Memory size | 6.6 MiB |
| Service | |
|---|---|
| Commercial | |
| Retired | |
| Govt Job | |
| Student | 8 |
| Other values (3) | 9 |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 7.7755321 |
| Min length | 7 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Commercial |
|---|---|
| 2nd row | Service |
| 3rd row | Service |
| 4th row | Retired |
| 5th row | Commercial |
Common Values
| Value | Count | Frequency (%) |
| Service | 61028 | |
| Commercial | 27764 | |
| Retired | 21043 | 17.3% |
| Govt Job | 8303 | 6.8% |
| Student | 8 | < 0.1% |
| Unemployed | 6 | < 0.1% |
| Maternity leave | 2 | < 0.1% |
| Businessman | 1 | < 0.1% |
| (Missing) | 3701 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| service | 61028 | |
| commercial | 27764 | |
| retired | 21043 | 16.6% |
| govt | 8303 | 6.6% |
| job | 8303 | 6.6% |
| student | 8 | < 0.1% |
| unemployed | 6 | < 0.1% |
| maternity | 2 | < 0.1% |
| leave | 2 | < 0.1% |
| businessman | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 191933 | |
| i | 109838 | |
| r | 109837 | |
| c | 88792 | |
| v | 69333 | 7.5% |
| S | 61036 | 6.6% |
| m | 55535 | 6.0% |
| o | 44376 | 4.8% |
| t | 29366 | 3.2% |
| l | 27772 | 3.0% |
| Other values (16) | 130900 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 918718 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 191933 | |
| i | 109838 | |
| r | 109837 | |
| c | 88792 | |
| v | 69333 | 7.5% |
| S | 61036 | 6.6% |
| m | 55535 | 6.0% |
| o | 44376 | 4.8% |
| t | 29366 | 3.2% |
| l | 27772 | 3.0% |
| Other values (16) | 130900 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 918718 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 191933 | |
| i | 109838 | |
| r | 109837 | |
| c | 88792 | |
| v | 69333 | 7.5% |
| S | 61036 | 6.6% |
| m | 55535 | 6.0% |
| o | 44376 | 4.8% |
| t | 29366 | 3.2% |
| l | 27772 | 3.0% |
| Other values (16) | 130900 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 918718 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 191933 | |
| i | 109838 | |
| r | 109837 | |
| c | 88792 | |
| v | 69333 | 7.5% |
| S | 61036 | 6.6% |
| m | 55535 | 6.0% |
| o | 44376 | 4.8% |
| t | 29366 | 3.2% |
| l | 27772 | 3.0% |
| Other values (16) | 130900 |
Client_Education
Categorical
Imbalance Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3645 |
| Missing (%) | 3.0% |
| Memory size | 6.8 MiB |
| Secondary | |
|---|---|
| Graduation | |
| Graduation dropout | 3960 |
| Junior secondary | 1455 |
| Post Grad | 66 |
Length
| Max length | 18 |
|---|---|
| Median length | 9 |
| Mean length | 9.6314472 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Secondary |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation dropout |
| 4th row | Secondary |
| 5th row | Secondary |
Common Values
| Value | Count | Frequency (%) |
| Secondary | 83911 | |
| Graduation | 28819 | 23.7% |
| Graduation dropout | 3960 | 3.2% |
| Junior secondary | 1455 | 1.2% |
| Post Grad | 66 | 0.1% |
| (Missing) | 3645 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| secondary | 85366 | |
| graduation | 32779 | 26.5% |
| dropout | 3960 | 3.2% |
| junior | 1455 | 1.2% |
| post | 66 | 0.1% |
| grad | 66 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 150990 | |
| o | 127586 | |
| r | 123626 | |
| d | 122171 | |
| n | 119600 | |
| e | 85366 | |
| y | 85366 | |
| c | 85366 | |
| S | 83911 | |
| u | 38194 | 3.4% |
| Other values (8) | 116367 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1138543 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 150990 | |
| o | 127586 | |
| r | 123626 | |
| d | 122171 | |
| n | 119600 | |
| e | 85366 | |
| y | 85366 | |
| c | 85366 | |
| S | 83911 | |
| u | 38194 | 3.4% |
| Other values (8) | 116367 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1138543 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 150990 | |
| o | 127586 | |
| r | 123626 | |
| d | 122171 | |
| n | 119600 | |
| e | 85366 | |
| y | 85366 | |
| c | 85366 | |
| S | 83911 | |
| u | 38194 | 3.4% |
| Other values (8) | 116367 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1138543 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 150990 | |
| o | 127586 | |
| r | 123626 | |
| d | 122171 | |
| n | 119600 | |
| e | 85366 | |
| y | 85366 | |
| c | 85366 | |
| S | 83911 | |
| u | 38194 | 3.4% |
| Other values (8) | 116367 |
Client_Marital_Status
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3473 |
| Missing (%) | 2.9% |
| Memory size | 5.8 MiB |
| M | |
|---|---|
| S | |
| D | 7556 |
| W | 6074 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | W |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 87349 | |
| S | 17404 | 14.3% |
| D | 7556 | 6.2% |
| W | 6074 | 5.0% |
| (Missing) | 3473 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 87349 | |
| s | 17404 | 14.7% |
| d | 7556 | 6.4% |
| w | 6074 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 87349 | |
| S | 17404 | 14.7% |
| D | 7556 | 6.4% |
| W | 6074 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 118383 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 87349 | |
| S | 17404 | 14.7% |
| D | 7556 | 6.4% |
| W | 6074 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 118383 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 87349 | |
| S | 17404 | 14.7% |
| D | 7556 | 6.4% |
| W | 6074 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 118383 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 87349 | |
| S | 17404 | 14.7% |
| D | 7556 | 6.4% |
| W | 6074 | 5.1% |
Client_Gender
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2413 |
| Missing (%) | 2.0% |
| Memory size | 6.2 MiB |
| Male | |
|---|---|
| Female | |
| XNA | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.6861097 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 78463 | |
| Female | 40977 | |
| XNA | 3 | < 0.1% |
| (Missing) | 2413 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 78463 | |
| female | 40977 | |
| xna | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 160417 | |
| l | 119440 | |
| a | 119440 | |
| M | 78463 | |
| F | 40977 | 7.3% |
| m | 40977 | 7.3% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 559723 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 160417 | |
| l | 119440 | |
| a | 119440 | |
| M | 78463 | |
| F | 40977 | 7.3% |
| m | 40977 | 7.3% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 559723 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 160417 | |
| l | 119440 | |
| a | 119440 | |
| M | 78463 | |
| F | 40977 | 7.3% |
| m | 40977 | 7.3% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 559723 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 160417 | |
| l | 119440 | |
| a | 119440 | |
| M | 78463 | |
| F | 40977 | 7.3% |
| m | 40977 | 7.3% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Loan_Contract_Type
Categorical
Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3651 |
| Missing (%) | 3.0% |
| Memory size | 5.9 MiB |
| CL | |
|---|---|
| RL |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CL |
|---|---|
| 2nd row | CL |
| 3rd row | CL |
| 4th row | CL |
| 5th row | CL |
Common Values
| Value | Count | Frequency (%) |
| CL | 107118 | |
| RL | 11087 | 9.1% |
| (Missing) | 3651 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cl | 107118 | |
| rl | 11087 | 9.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 118205 | |
| C | 107118 | |
| R | 11087 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 236410 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 118205 | |
| C | 107118 | |
| R | 11087 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 236410 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 118205 | |
| C | 107118 | |
| R | 11087 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 236410 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 118205 | |
| C | 107118 | |
| R | 11087 | 4.7% |
Client_Housing_Type
Categorical
Imbalance Missing
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3687 |
| Missing (%) | 3.0% |
| Memory size | 6.2 MiB |
| Home | |
|---|---|
| Family | 5783 |
| Municipal | 4248 |
| Rental | 1816 |
| Office | 1002 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.33293 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Home |
|---|---|
| 2nd row | Home |
| 3rd row | Family |
| 4th row | Home |
| 5th row | Home |
Common Values
| Value | Count | Frequency (%) |
| Home | 104870 | |
| Family | 5783 | 4.7% |
| Municipal | 4248 | 3.5% |
| Rental | 1816 | 1.5% |
| Office | 1002 | 0.8% |
| Shared | 450 | 0.4% |
| (Missing) | 3687 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| home | 104870 | |
| family | 5783 | 4.9% |
| municipal | 4248 | 3.6% |
| rental | 1816 | 1.5% |
| office | 1002 | 0.8% |
| shared | 450 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 110653 | |
| e | 108138 | |
| o | 104870 | |
| H | 104870 | |
| i | 15281 | 3.0% |
| a | 12297 | 2.4% |
| l | 11847 | 2.3% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 512018 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 110653 | |
| e | 108138 | |
| o | 104870 | |
| H | 104870 | |
| i | 15281 | 3.0% |
| a | 12297 | 2.4% |
| l | 11847 | 2.3% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 512018 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 110653 | |
| e | 108138 | |
| o | 104870 | |
| H | 104870 | |
| i | 15281 | 3.0% |
| a | 12297 | 2.4% |
| l | 11847 | 2.3% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 512018 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 110653 | |
| e | 108138 | |
| o | 104870 | |
| H | 104870 | |
| i | 15281 | 3.0% |
| a | 12297 | 2.4% |
| l | 11847 | 2.3% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.2% |
Population_Region_Relative
Unsupported
Missing Rejected Unsupported
| Missing | 4857 |
|---|---|
| Missing (%) | 4.0% |
| Memory size | 5.6 MiB |
Age_Days
Unsupported
Missing Rejected Unsupported
| Missing | 3600 |
|---|---|
| Missing (%) | 3.0% |
| Memory size | 6.0 MiB |
Employed_Days
Unsupported
Missing Rejected Unsupported
| Missing | 3649 |
|---|---|
| Missing (%) | 3.0% |
| Memory size | 6.0 MiB |
Registration_Days
Unsupported
Missing Rejected Unsupported
| Missing | 3614 |
|---|---|
| Missing (%) | 3.0% |
| Memory size | 5.9 MiB |
ID_Days
Unsupported
Missing Rejected Unsupported
| Missing | 5968 |
|---|---|
| Missing (%) | 4.9% |
| Memory size | 5.9 MiB |
Own_House_Age
Real number (ℝ)
High correlation Missing
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 80095 |
| Missing (%) | 65.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.157324 |
| Minimum | 0 |
|---|---|
| Maximum | 69 |
| Zeros | 859 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 9 |
| Q3 | 15 |
| 95-th percentile | 30 |
| Maximum | 69 |
| Range | 69 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 12.056079 |
|---|---|
| Coefficient of variation (CV) | 0.99167215 |
| Kurtosis | 8.9863734 |
| Mean | 12.157324 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.724026 |
| Sum | 507702 |
| Variance | 145.34905 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 3015 | 2.5% |
| 3 | 2555 | 2.1% |
| 6 | 2525 | 2.1% |
| 2 | 2321 | 1.9% |
| 8 | 2302 | 1.9% |
| 4 | 2175 | 1.8% |
| 9 | 2053 | 1.7% |
| 1 | 2041 | 1.7% |
| 10 | 1945 | 1.6% |
| 14 | 1855 | 1.5% |
| Other values (45) | 18974 | 15.6% |
| (Missing) | 80095 |
| Value | Count | Frequency (%) |
| 0 | 859 | 0.7% |
| 1 | 2041 | |
| 2 | 2321 | |
| 3 | 2555 | |
| 4 | 2175 | |
| 5 | 1433 | |
| 6 | 2525 | |
| 7 | 3015 | |
| 8 | 2302 | |
| 9 | 2053 |
| Value | Count | Frequency (%) |
| 69 | 1 | < 0.1% |
| 65 | 392 | |
| 64 | 974 | |
| 63 | 2 | < 0.1% |
| 57 | 2 | < 0.1% |
| 54 | 5 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 1 | < 0.1% |
| 46 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
Mobile_Tag
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 1 | |
|---|---|
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 121855 | |
| 0 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 121855 | |
| 0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 121855 | |
| 0 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 121855 | |
| 0 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 121855 | |
| 0 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 121855 | |
| 0 | 1 | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 97424 | |
| 1 | 24432 | 20.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 97424 | |
| 1 | 24432 | 20.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 97424 | |
| 1 | 24432 | 20.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 97424 | |
| 1 | 24432 | 20.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 97424 | |
| 1 | 24432 | 20.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 97424 | |
| 1 | 24432 | 20.0% |
Workphone_Working
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Client_Occupation
Categorical
High correlation Missing
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 41435 |
| Missing (%) | 34.0% |
| Memory size | 6.6 MiB |
| Laborers | |
|---|---|
| Sales | |
| Core | |
| Managers | |
| Drivers | |
| Other values (13) |
Length
| Max length | 18 |
|---|---|
| Median length | 15 |
| Mean length | 7.649967 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Realty agents |
| 3rd row | Laborers |
| 4th row | Laborers |
| 5th row | Sales |
Common Values
| Value | Count | Frequency (%) |
| Laborers | 21024 | |
| Sales | 12136 | 10.0% |
| Core | 10611 | 8.7% |
| Managers | 8099 | 6.6% |
| Drivers | 7150 | 5.9% |
| High skill tech | 4317 | 3.5% |
| Accountants | 3766 | 3.1% |
| Medicine | 3172 | 2.6% |
| Security | 2683 | 2.2% |
| Cooking | 2224 | 1.8% |
| Other values (8) | 5239 | 4.3% |
| (Missing) | 41435 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| laborers | 21811 | |
| sales | 12136 | |
| core | 10611 | |
| managers | 8099 | 8.9% |
| drivers | 7150 | 7.8% |
| high | 4317 | 4.7% |
| skill | 4317 | 4.7% |
| tech | 4317 | 4.7% |
| accountants | 3766 | 4.1% |
| medicine | 3172 | 3.5% |
| Other values (12) | 11432 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 83411 | |
| e | 81066 | |
| s | 60394 | 9.8% |
| a | 58752 | 9.5% |
| o | 41423 | 6.7% |
| i | 32598 | 5.3% |
| n | 25262 | 4.1% |
| l | 24346 | 4.0% |
| L | 22598 | 3.7% |
| b | 22322 | 3.6% |
| Other values (25) | 163046 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 615218 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 83411 | |
| e | 81066 | |
| s | 60394 | 9.8% |
| a | 58752 | 9.5% |
| o | 41423 | 6.7% |
| i | 32598 | 5.3% |
| n | 25262 | 4.1% |
| l | 24346 | 4.0% |
| L | 22598 | 3.7% |
| b | 22322 | 3.6% |
| Other values (25) | 163046 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 615218 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 83411 | |
| e | 81066 | |
| s | 60394 | 9.8% |
| a | 58752 | 9.5% |
| o | 41423 | 6.7% |
| i | 32598 | 5.3% |
| n | 25262 | 4.1% |
| l | 24346 | 4.0% |
| L | 22598 | 3.7% |
| b | 22322 | 3.6% |
| Other values (25) | 163046 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 615218 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 83411 | |
| e | 81066 | |
| s | 60394 | 9.8% |
| a | 58752 | 9.5% |
| o | 41423 | 6.7% |
| i | 32598 | 5.3% |
| n | 25262 | 4.1% |
| l | 24346 | 4.0% |
| L | 22598 | 3.7% |
| b | 22322 | 3.6% |
| Other values (25) | 163046 |
Client_Family_Members
Real number (ℝ)
High correlation Missing
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2410 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1543292 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.91268564 |
|---|---|
| Coefficient of variation (CV) | 0.4236519 |
| Kurtosis | 3.0826497 |
| Mean | 2.1543292 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0338185 |
| Sum | 257326 |
| Variance | 0.83299507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 61652 | |
| 1 | 26213 | |
| 3 | 20434 | 16.8% |
| 4 | 9583 | 7.9% |
| 5 | 1349 | 1.1% |
| 6 | 157 | 0.1% |
| 7 | 32 | < 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 4 | < 0.1% |
| 10 | 3 | < 0.1% |
| Other values (5) | 8 | < 0.1% |
| (Missing) | 2410 | 2.0% |
| Value | Count | Frequency (%) |
| 1 | 26213 | |
| 2 | 61652 | |
| 3 | 20434 | 16.8% |
| 4 | 9583 | 7.9% |
| 5 | 1349 | 1.1% |
| 6 | 157 | 0.1% |
| 7 | 32 | < 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 4 | < 0.1% |
| 10 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 4 | < 0.1% |
| 8 | 11 | < 0.1% |
| 7 | 32 | < 0.1% |
| 6 | 157 |
Cleint_City_Rating
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2409 |
| Missing (%) | 2.0% |
| Memory size | 6.1 MiB |
| 2.0 | |
|---|---|
| 3.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 88949 | |
| 3.0 | 17043 | 14.0% |
| 1.0 | 13455 | 11.0% |
| (Missing) | 2409 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 88949 | |
| 3.0 | 17043 | 14.3% |
| 1.0 | 13455 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 119447 | |
| 0 | 119447 | |
| 2 | 88949 | |
| 3 | 17043 | 4.8% |
| 1 | 13455 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 358341 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 119447 | |
| 0 | 119447 | |
| 2 | 88949 | |
| 3 | 17043 | 4.8% |
| 1 | 13455 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 358341 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 119447 | |
| 0 | 119447 | |
| 2 | 88949 | |
| 3 | 17043 | 4.8% |
| 1 | 13455 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 358341 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 119447 | |
| 0 | 119447 | |
| 2 | 88949 | |
| 3 | 17043 | 4.8% |
| 1 | 13455 | 3.8% |
Application_Process_Day
Real number (ℝ)
Missing Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2428 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1597364 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 6287 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.759045 |
|---|---|
| Coefficient of variation (CV) | 0.55670624 |
| Kurtosis | -1.0914392 |
| Mean | 3.1597364 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.007727949 |
| Sum | 377361 |
| Variance | 3.0942392 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 20907 | |
| 3 | 20116 | |
| 1 | 19712 | |
| 4 | 19668 | |
| 5 | 19613 | |
| 6 | 13125 | |
| 0 | 6287 | 5.2% |
| (Missing) | 2428 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 6287 | 5.2% |
| 1 | 19712 | |
| 2 | 20907 | |
| 3 | 20116 | |
| 4 | 19668 | |
| 5 | 19613 | |
| 6 | 13125 |
| Value | Count | Frequency (%) |
| 6 | 13125 | |
| 5 | 19613 | |
| 4 | 19668 | |
| 3 | 20116 | |
| 2 | 20907 | |
| 1 | 19712 | |
| 0 | 6287 | 5.2% |
Application_Process_Hour
Real number (ℝ)
Missing
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3663 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.0631 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 26 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 12 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.2806946 |
|---|---|
| Coefficient of variation (CV) | 0.27196115 |
| Kurtosis | -0.18198285 |
| Mean | 12.0631 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.034235866 |
| Sum | 1425774 |
| Variance | 10.762957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 10 | 14465 | |
| 11 | 14413 | |
| 12 | 12977 | |
| 13 | 11765 | |
| 14 | 10702 | |
| 9 | 10525 | |
| 15 | 9614 | |
| 16 | 7739 | |
| 17 | 5843 | |
| 8 | 5821 | |
| Other values (14) | 14329 | |
| (Missing) | 3663 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 26 | < 0.1% |
| 1 | 28 | < 0.1% |
| 2 | 112 | 0.1% |
| 3 | 506 | 0.4% |
| 4 | 854 | 0.7% |
| 5 | 1437 | 1.2% |
| 6 | 2247 | 1.8% |
| 7 | 3441 | 2.8% |
| 8 | 5821 | |
| 9 | 10525 |
| Value | Count | Frequency (%) |
| 23 | 14 | < 0.1% |
| 22 | 67 | 0.1% |
| 21 | 164 | 0.1% |
| 20 | 494 | 0.4% |
| 19 | 1464 | 1.2% |
| 18 | 3475 | 2.9% |
| 17 | 5843 | |
| 16 | 7739 | |
| 15 | 9614 | |
| 14 | 10702 |
Client_Permanent_Match_Tag
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 119.1 KiB |
| True | |
|---|---|
| False | 9402 |
| Value | Count | Frequency (%) |
| True | 112454 | |
| False | 9402 | 7.7% |
Client_Contact_Work_Tag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 119.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 100015 | |
| False | 21841 | 17.9% |
Missing
| Distinct | 58 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3609 |
| Missing (%) | 3.0% |
| Memory size | 7.1 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 17 |
| Mean length | 12.557105 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Self-employed |
|---|---|
| 2nd row | Government |
| 3rd row | Self-employed |
| 4th row | XNA |
| 5th row | Business Entity Type 3 |
| Value | Count | Frequency (%) |
| type | 47072 | |
| business | 32718 | |
| entity | 32718 | |
| 3 | 29353 | |
| xna | 21085 | |
| self-employed | 14725 | 6.0% |
| other | 6290 | 2.6% |
| 2 | 5826 | 2.4% |
| trade | 5458 | 2.2% |
| industry | 5431 | 2.2% |
| Other values (40) | 45308 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 167728 | 11.3% |
| 127737 | 8.6% | |
| t | 116094 | 7.8% |
| s | 115506 | 7.8% |
| y | 104149 | 7.0% |
| n | 102473 | 6.9% |
| i | 92019 | 6.2% |
| p | 65262 | 4.4% |
| u | 47183 | 3.2% |
| r | 45109 | 3.0% |
| Other values (42) | 501580 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1484840 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 167728 | 11.3% |
| 127737 | 8.6% | |
| t | 116094 | 7.8% |
| s | 115506 | 7.8% |
| y | 104149 | 7.0% |
| n | 102473 | 6.9% |
| i | 92019 | 6.2% |
| p | 65262 | 4.4% |
| u | 47183 | 3.2% |
| r | 45109 | 3.0% |
| Other values (42) | 501580 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1484840 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 167728 | 11.3% |
| 127737 | 8.6% | |
| t | 116094 | 7.8% |
| s | 115506 | 7.8% |
| y | 104149 | 7.0% |
| n | 102473 | 6.9% |
| i | 92019 | 6.2% |
| p | 65262 | 4.4% |
| u | 47183 | 3.2% |
| r | 45109 | 3.0% |
| Other values (42) | 501580 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1484840 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 167728 | 11.3% |
| 127737 | 8.6% | |
| t | 116094 | 7.8% |
| s | 115506 | 7.8% |
| y | 104149 | 7.0% |
| n | 102473 | 6.9% |
| i | 92019 | 6.2% |
| p | 65262 | 4.4% |
| u | 47183 | 3.2% |
| r | 45109 | 3.0% |
| Other values (42) | 501580 |
Score_Source_1
Real number (ℝ)
High correlation Missing
| Distinct | 43968 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 68835 |
| Missing (%) | 56.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50121293 |
| Minimum | 0.014568132 |
|---|---|
| Maximum | 0.94574129 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0.014568132 |
|---|---|
| 5-th percentile | 0.15787192 |
| Q1 | 0.33348052 |
| median | 0.50465669 |
| Q3 | 0.67389006 |
| 95-th percentile | 0.83137473 |
| Maximum | 0.94574129 |
| Range | 0.93117316 |
| Interquartile range (IQR) | 0.34040954 |
Descriptive statistics
| Standard deviation | 0.21120445 |
|---|---|
| Coefficient of variation (CV) | 0.42138668 |
| Kurtosis | -0.96855606 |
| Mean | 0.50121293 |
| Median Absolute Deviation (MAD) | 0.1702147 |
| Skewness | -0.067090432 |
| Sum | 26574.81 |
| Variance | 0.044607319 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.651465287 | 5 | < 0.1% |
| 0.270675413 | 5 | < 0.1% |
| 0.592852493 | 5 | < 0.1% |
| 0.533412711 | 5 | < 0.1% |
| 0.716766447 | 5 | < 0.1% |
| 0.468183846 | 5 | < 0.1% |
| 0.607615944 | 4 | < 0.1% |
| 0.563194838 | 4 | < 0.1% |
| 0.611171846 | 4 | < 0.1% |
| 0.748709986 | 4 | < 0.1% |
| Other values (43958) | 52975 | |
| (Missing) | 68835 |
| Value | Count | Frequency (%) |
| 0.014568132 | 1 | |
| 0.017176539 | 1 | |
| 0.017394409 | 1 | |
| 0.017896805 | 1 | |
| 0.018333565 | 2 | |
| 0.01919138 | 1 | |
| 0.019495375 | 1 | |
| 0.020057908 | 1 | |
| 0.022139338 | 1 | |
| 0.022321291 | 1 |
| Value | Count | Frequency (%) |
| 0.945741288 | 2 | |
| 0.943982239 | 1 | |
| 0.942680454 | 2 | |
| 0.942333186 | 1 | |
| 0.941652145 | 1 | |
| 0.94143272 | 1 | |
| 0.93951178 | 1 | |
| 0.939097027 | 1 | |
| 0.93820318 | 1 | |
| 0.936037582 | 1 |
Score_Source_2
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 67016 |
|---|---|
| Distinct (%) | 57.7% |
| Missing | 5686 |
| Missing (%) | 4.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51862482 |
| Minimum | 5 × 10-6 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 5 × 10-6 |
|---|---|
| 5-th percentile | 0.1320899 |
| Q1 | 0.39016435 |
| median | 0.56497814 |
| Q3 | 0.66401116 |
| 95-th percentile | 0.74802998 |
| Maximum | 100 |
| Range | 99.999995 |
| Interquartile range (IQR) | 0.27384681 |
Descriptive statistics
| Standard deviation | 0.74024835 |
|---|---|
| Coefficient of variation (CV) | 1.4273292 |
| Kurtosis | 16844.718 |
| Mean | 0.51862482 |
| Median Absolute Deviation (MAD) | 0.12030174 |
| Skewness | 125.34576 |
| Sum | 60248.646 |
| Variance | 0.54796762 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.285897872 | 269 | 0.2% |
| 0.262258369 | 137 | 0.1% |
| 0.159679234 | 135 | 0.1% |
| 0.26525634 | 124 | 0.1% |
| 0.265311748 | 116 | 0.1% |
| 0.263143591 | 99 | 0.1% |
| 0.162192106 | 87 | 0.1% |
| 0.162144568 | 86 | 0.1% |
| 0.160405321 | 85 | 0.1% |
| 0.266519775 | 84 | 0.1% |
| Other values (67006) | 114948 | |
| (Missing) | 5686 | 4.7% |
| Value | Count | Frequency (%) |
| 5 × 10-6 | 1 | |
| 1.64 × 10-5 | 1 | |
| 1.67 × 10-5 | 2 | |
| 1.69 × 10-5 | 2 | |
| 2.38 × 10-5 | 1 | |
| 3.01 × 10-5 | 1 | |
| 3.49 × 10-5 | 2 | |
| 7.36 × 10-5 | 1 | |
| 7.39 × 10-5 | 1 | |
| 8.99 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 100 | 6 | |
| 0.854999666 | 8 | |
| 0.821393627 | 1 | < 0.1% |
| 0.820609506 | 1 | < 0.1% |
| 0.820487147 | 1 | < 0.1% |
| 0.818575745 | 1 | < 0.1% |
| 0.818403562 | 1 | < 0.1% |
| 0.817367791 | 1 | < 0.1% |
| 0.815647763 | 1 | < 0.1% |
| 0.815601725 | 1 | < 0.1% |
Score_Source_3
Unsupported
Missing Rejected Unsupported
| Missing | 26921 |
|---|---|
| Missing (%) | 22.1% |
| Memory size | 4.1 MiB |
Social_Circle_Default
Real number (ℝ)
Missing
| Distinct | 1882 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 61928 |
| Missing (%) | 50.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11742786 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 294 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0082 |
| Q1 | 0.0577 |
| median | 0.0887 |
| Q3 | 0.1485 |
| 95-th percentile | 0.3258 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.0908 |
Descriptive statistics
| Standard deviation | 0.10797382 |
|---|---|
| Coefficient of variation (CV) | 0.91949073 |
| Kurtosis | 11.585799 |
| Mean | 0.11742786 |
| Median Absolute Deviation (MAD) | 0.0433 |
| Skewness | 2.6564992 |
| Sum | 7037.2165 |
| Variance | 0.011658347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0825 | 2648 | 2.2% |
| 0.0619 | 2531 | 2.1% |
| 0.0928 | 1763 | 1.4% |
| 0.0722 | 1592 | 1.3% |
| 0.0082 | 1397 | 1.1% |
| 0.1031 | 1213 | 1.0% |
| 0.0165 | 1207 | 1.0% |
| 0.1485 | 1129 | 0.9% |
| 0.0124 | 1070 | 0.9% |
| 0.0742 | 897 | 0.7% |
| Other values (1872) | 44481 | |
| (Missing) | 61928 |
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 0.001 | 65 | 0.1% |
| 0.0015 | 3 | < 0.1% |
| 0.0021 | 342 | |
| 0.0024 | 1 | < 0.1% |
| 0.0026 | 4 | < 0.1% |
| 0.0031 | 163 | |
| 0.0034 | 1 | < 0.1% |
| 0.0036 | 3 | < 0.1% |
| 0.0038 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 0.9907 | 3 | < 0.1% |
| 0.9876 | 3 | < 0.1% |
| 0.9814 | 4 | < 0.1% |
| 0.9804 | 1 | < 0.1% |
| 0.9562 | 1 | < 0.1% |
| 0.9557 | 5 | < 0.1% |
| 0.9485 | 4 | < 0.1% |
| 0.9443 | 1 | < 0.1% |
| 0.9402 | 1 | < 0.1% |
Phone_Change
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 3590 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 3664 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.10606 |
| Minimum | 0 |
|---|---|
| Maximum | 4185 |
| Zeros | 14555 |
| Zeros (%) | 11.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 272 |
| median | 755 |
| Q3 | 1570 |
| 95-th percentile | 2522 |
| Maximum | 4185 |
| Range | 4185 |
| Interquartile range (IQR) | 1298 |
Descriptive statistics
| Standard deviation | 827.97673 |
|---|---|
| Coefficient of variation (CV) | 0.86058779 |
| Kurtosis | -0.30424654 |
| Mean | 962.10606 |
| Median Absolute Deviation (MAD) | 627 |
| Skewness | 0.71654039 |
| Sum | 1.1371324 × 108 |
| Variance | 685545.46 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14555 | 11.9% |
| 1 | 1104 | 0.9% |
| 2 | 916 | 0.8% |
| 3 | 645 | 0.5% |
| 4 | 524 | 0.4% |
| 5 | 322 | 0.3% |
| 6 | 216 | 0.2% |
| 7 | 179 | 0.1% |
| 8 | 118 | 0.1% |
| 448 | 94 | 0.1% |
| Other values (3580) | 99519 | |
| (Missing) | 3664 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 14555 | |
| 1 | 1104 | 0.9% |
| 2 | 916 | 0.8% |
| 3 | 645 | 0.5% |
| 4 | 524 | 0.4% |
| 5 | 322 | 0.3% |
| 6 | 216 | 0.2% |
| 7 | 179 | 0.1% |
| 8 | 118 | 0.1% |
| 9 | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 4185 | 1 | |
| 4153 | 1 | |
| 4128 | 2 | |
| 4121 | 1 | |
| 4092 | 2 | |
| 4070 | 2 | |
| 4051 | 1 | |
| 4033 | 2 | |
| 4021 | 1 | |
| 4020 | 1 |
Credit_Bureau
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 18540 |
| Missing (%) | 15.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8910817 |
| Minimum | 0 |
|---|---|
| Maximum | 22 |
| Zeros | 28003 |
| Zeros (%) | 23.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8619212 |
|---|---|
| Coefficient of variation (CV) | 0.98457999 |
| Kurtosis | 2.1558673 |
| Mean | 1.8910817 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.2593187 |
| Sum | 195379 |
| Variance | 3.4667506 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 28003 | |
| 1 | 24572 | |
| 2 | 19606 | |
| 3 | 13102 | |
| 4 | 7978 | 6.5% |
| 5 | 4671 | 3.8% |
| 6 | 2660 | 2.2% |
| 7 | 1421 | 1.2% |
| 8 | 832 | 0.7% |
| 9 | 422 | 0.3% |
| Other values (11) | 49 | < 0.1% |
| (Missing) | 18540 |
| Value | Count | Frequency (%) |
| 0 | 28003 | |
| 1 | 24572 | |
| 2 | 19606 | |
| 3 | 13102 | |
| 4 | 7978 | 6.5% |
| 5 | 4671 | 3.8% |
| 6 | 2660 | 2.2% |
| 7 | 1421 | 1.2% |
| 8 | 832 | 0.7% |
| 9 | 422 | 0.3% |
| Value | Count | Frequency (%) |
| 22 | 1 | < 0.1% |
| 21 | 2 | < 0.1% |
| 19 | 5 | |
| 17 | 2 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 6 | |
| 13 | 6 | |
| 12 | 2 | < 0.1% |
| 11 | 11 |
Default
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 0 | |
|---|---|
| 1 | 9845 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Interactions
Correlations
| Accompany_Client | Active_Loan | Application_Process_Day | Application_Process_Hour | Bike_Owned | Car_Owned | Child_Count | Cleint_City_Rating | Client_Contact_Work_Tag | Client_Education | Client_Family_Members | Client_Gender | Client_Housing_Type | Client_Income_Type | Client_Marital_Status | Client_Occupation | Client_Permanent_Match_Tag | Credit_Bureau | Default | Homephone_Tag | House_Own | ID | Loan_Contract_Type | Mobile_Tag | Own_House_Age | Phone_Change | Score_Source_1 | Score_Source_2 | Social_Circle_Default | Workphone_Working | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Accompany_Client | 1.000 | 0.000 | 0.018 | 0.019 | 0.004 | 0.042 | 0.015 | 0.024 | 0.016 | 0.024 | 0.023 | 0.047 | 0.017 | 0.019 | 0.076 | 0.022 | 0.022 | 0.008 | 0.009 | 0.026 | 0.055 | 0.004 | 0.014 | 0.000 | 0.017 | 0.013 | 0.018 | 0.000 | 0.010 | 0.014 |
| Active_Loan | 0.000 | 1.000 | 0.008 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.004 | 0.006 | 0.000 | 0.001 | 0.001 | 0.005 | 0.010 | 0.000 | 0.000 | 0.005 | 0.007 | 0.001 | 0.000 | 0.003 | 0.009 | 0.000 | 0.000 | 0.006 | 0.000 |
| Application_Process_Day | 0.018 | 0.008 | 1.000 | -0.025 | 0.000 | 0.000 | -0.000 | 0.019 | 0.005 | 0.000 | 0.002 | 0.009 | 0.007 | 0.016 | 0.005 | 0.020 | 0.006 | 0.006 | 0.006 | 0.032 | 0.023 | 0.002 | 0.022 | 0.000 | 0.018 | -0.003 | 0.003 | -0.000 | 0.002 | 0.013 |
| Application_Process_Hour | 0.019 | 0.007 | -0.025 | 1.000 | 0.004 | 0.018 | -0.003 | 0.215 | 0.025 | 0.050 | -0.013 | 0.014 | 0.022 | 0.047 | 0.027 | 0.031 | 0.022 | -0.035 | 0.025 | 0.064 | 0.128 | -0.001 | 0.041 | 0.000 | -0.129 | 0.004 | 0.034 | 0.164 | 0.080 | 0.075 |
| Bike_Owned | 0.004 | 0.000 | 0.000 | 0.004 | 1.000 | 0.000 | 0.006 | 0.000 | 0.003 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.003 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.010 | 0.000 | 0.007 | 0.000 | 0.007 | 0.005 |
| Car_Owned | 0.042 | 0.000 | 0.000 | 0.018 | 0.000 | 1.000 | 0.073 | 0.023 | 0.090 | 0.094 | 0.118 | 0.350 | 0.039 | 0.161 | 0.158 | 0.268 | 0.000 | 0.038 | 0.023 | 0.011 | 0.008 | 0.009 | 0.000 | 0.000 | 1.000 | 0.037 | 0.069 | 0.000 | 0.030 | 0.008 |
| Child_Count | 0.015 | 0.000 | -0.000 | -0.003 | 0.006 | 0.073 | 1.000 | 0.020 | 0.050 | 0.010 | 0.812 | 0.024 | 0.000 | 0.055 | 0.082 | 0.018 | 0.010 | -0.038 | 0.014 | 0.047 | 0.000 | -0.008 | 0.011 | 0.000 | 0.005 | 0.010 | -0.153 | -0.018 | -0.013 | 0.016 |
| Cleint_City_Rating | 0.024 | 0.000 | 0.019 | 0.215 | 0.000 | 0.023 | 0.020 | 1.000 | 0.012 | 0.075 | 0.022 | 0.009 | 0.085 | 0.131 | 0.025 | 0.062 | 0.050 | 0.015 | 0.059 | 0.013 | 0.016 | 0.000 | 0.027 | 0.000 | 0.125 | 0.052 | 0.087 | 0.000 | 0.137 | 0.094 |
| Client_Contact_Work_Tag | 0.016 | 0.003 | 0.005 | 0.025 | 0.003 | 0.090 | 0.050 | 0.012 | 1.000 | 0.033 | 0.068 | 0.133 | 0.038 | 0.220 | 0.066 | 0.127 | 0.025 | 0.012 | 0.028 | 0.110 | 0.034 | 0.000 | 0.007 | 0.000 | 0.057 | 0.020 | 0.119 | 0.000 | 0.081 | 0.021 |
| Client_Education | 0.024 | 0.000 | 0.000 | 0.050 | 0.004 | 0.094 | 0.010 | 0.075 | 0.033 | 1.000 | 0.024 | 0.020 | 0.042 | 0.103 | 0.055 | 0.217 | 0.034 | 0.027 | 0.063 | 0.013 | 0.029 | 0.000 | 0.065 | 0.014 | 0.096 | 0.022 | 0.075 | 0.004 | 0.042 | 0.032 |
| Client_Family_Members | 0.023 | 0.000 | 0.002 | -0.013 | 0.000 | 0.118 | 0.812 | 0.022 | 0.068 | 0.024 | 1.000 | 0.049 | 0.010 | 0.096 | 0.182 | 0.020 | 0.029 | -0.019 | 0.023 | 0.052 | 0.007 | -0.006 | 0.031 | 0.000 | 0.007 | 0.035 | -0.098 | -0.000 | -0.009 | 0.032 |
| Client_Gender | 0.047 | 0.004 | 0.009 | 0.014 | 0.004 | 0.350 | 0.024 | 0.009 | 0.133 | 0.020 | 0.049 | 1.000 | 0.049 | 0.120 | 0.114 | 0.406 | 0.048 | 0.017 | 0.051 | 0.034 | 0.043 | 0.000 | 0.017 | 0.000 | 0.070 | 0.024 | 0.220 | 0.000 | 0.014 | 0.024 |
| Client_Housing_Type | 0.017 | 0.006 | 0.007 | 0.022 | 0.000 | 0.039 | 0.000 | 0.085 | 0.038 | 0.042 | 0.010 | 0.049 | 1.000 | 0.054 | 0.087 | 0.033 | 0.194 | 0.006 | 0.035 | 0.023 | 0.224 | 0.004 | 0.026 | 0.000 | 0.060 | 0.022 | 0.083 | 0.000 | 0.014 | 0.034 |
| Client_Income_Type | 0.019 | 0.000 | 0.016 | 0.047 | 0.000 | 0.161 | 0.055 | 0.131 | 0.220 | 0.103 | 0.096 | 0.120 | 0.054 | 1.000 | 0.145 | 0.144 | 0.092 | 0.027 | 0.059 | 0.245 | 0.069 | 0.000 | 0.060 | 0.000 | 0.043 | 0.022 | 0.138 | 0.000 | 0.027 | 0.019 |
| Client_Marital_Status | 0.076 | 0.001 | 0.005 | 0.027 | 0.003 | 0.158 | 0.082 | 0.025 | 0.066 | 0.055 | 0.182 | 0.114 | 0.087 | 0.145 | 1.000 | 0.065 | 0.059 | 0.018 | 0.027 | 0.069 | 0.050 | 0.000 | 0.046 | 0.000 | 0.054 | 0.041 | 0.114 | 0.000 | 0.006 | 0.025 |
| Client_Occupation | 0.022 | 0.001 | 0.020 | 0.031 | 0.010 | 0.268 | 0.018 | 0.062 | 0.127 | 0.217 | 0.020 | 0.406 | 0.033 | 0.144 | 0.065 | 1.000 | 0.051 | 0.020 | 0.080 | 0.026 | 0.030 | 0.002 | 0.050 | 1.000 | 0.067 | 0.023 | 0.098 | 0.000 | 0.022 | 0.051 |
| Client_Permanent_Match_Tag | 0.022 | 0.005 | 0.006 | 0.022 | 0.000 | 0.000 | 0.010 | 0.050 | 0.025 | 0.034 | 0.029 | 0.048 | 0.194 | 0.092 | 0.059 | 0.051 | 1.000 | 0.006 | 0.042 | 0.044 | 0.056 | 0.000 | 0.016 | 0.000 | 0.020 | 0.059 | 0.140 | 0.000 | 0.054 | 0.049 |
| Credit_Bureau | 0.008 | 0.010 | 0.006 | -0.035 | 0.000 | 0.038 | -0.038 | 0.015 | 0.012 | 0.027 | -0.019 | 0.017 | 0.006 | 0.027 | 0.018 | 0.020 | 0.006 | 1.000 | 0.022 | 0.076 | 0.056 | 0.002 | 0.043 | 1.000 | 0.025 | 0.154 | 0.011 | -0.025 | -0.021 | 0.031 |
| Default | 0.009 | 0.000 | 0.006 | 0.025 | 0.000 | 0.023 | 0.014 | 0.059 | 0.028 | 0.063 | 0.023 | 0.051 | 0.035 | 0.059 | 0.027 | 0.080 | 0.042 | 0.022 | 1.000 | 0.021 | 0.000 | 0.000 | 0.027 | 0.000 | 0.058 | 0.056 | 0.158 | 0.000 | 0.032 | 0.025 |
| Homephone_Tag | 0.026 | 0.000 | 0.032 | 0.064 | 0.000 | 0.011 | 0.047 | 0.013 | 0.110 | 0.013 | 0.052 | 0.034 | 0.023 | 0.245 | 0.069 | 0.026 | 0.044 | 0.076 | 0.021 | 1.000 | 0.112 | 0.006 | 0.032 | 0.000 | 0.071 | 0.064 | 0.080 | 0.000 | 0.017 | 0.290 |
| House_Own | 0.055 | 0.005 | 0.023 | 0.128 | 0.000 | 0.008 | 0.000 | 0.016 | 0.034 | 0.029 | 0.007 | 0.043 | 0.224 | 0.069 | 0.050 | 0.030 | 0.056 | 0.056 | 0.000 | 0.112 | 1.000 | 0.000 | 0.069 | 0.000 | 0.024 | 0.049 | 0.079 | 0.000 | 0.015 | 0.040 |
| ID | 0.004 | 0.007 | 0.002 | -0.001 | 0.000 | 0.009 | -0.008 | 0.000 | 0.000 | 0.000 | -0.006 | 0.000 | 0.004 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.006 | 0.000 | 1.000 | 0.008 | 0.000 | 0.004 | -0.000 | -0.002 | -0.006 | 0.003 | 0.000 |
| Loan_Contract_Type | 0.014 | 0.001 | 0.022 | 0.041 | 0.005 | 0.000 | 0.011 | 0.027 | 0.007 | 0.065 | 0.031 | 0.017 | 0.026 | 0.060 | 0.046 | 0.050 | 0.016 | 0.043 | 0.027 | 0.032 | 0.069 | 0.008 | 1.000 | 0.000 | 0.056 | 0.069 | 0.008 | 0.000 | 0.009 | 0.022 |
| Mobile_Tag | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.011 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 |
| Own_House_Age | 0.017 | 0.003 | 0.018 | -0.129 | 0.010 | 1.000 | 0.005 | 0.125 | 0.057 | 0.096 | 0.007 | 0.070 | 0.060 | 0.043 | 0.054 | 0.067 | 0.020 | 0.025 | 0.058 | 0.071 | 0.024 | 0.004 | 0.056 | 0.011 | 1.000 | 0.019 | -0.128 | -0.131 | -0.080 | 0.065 |
| Phone_Change | 0.013 | 0.009 | -0.003 | 0.004 | 0.000 | 0.037 | 0.010 | 0.052 | 0.020 | 0.022 | 0.035 | 0.024 | 0.022 | 0.022 | 0.041 | 0.023 | 0.059 | 0.154 | 0.056 | 0.064 | 0.049 | -0.000 | 0.069 | 1.000 | 0.019 | 1.000 | 0.129 | 0.207 | -0.000 | 0.070 |
| Score_Source_1 | 0.018 | 0.000 | 0.003 | 0.034 | 0.007 | 0.069 | -0.153 | 0.087 | 0.119 | 0.075 | -0.098 | 0.220 | 0.083 | 0.138 | 0.114 | 0.098 | 0.140 | 0.011 | 0.158 | 0.080 | 0.079 | -0.002 | 0.008 | 1.000 | -0.128 | 0.129 | 1.000 | 0.226 | 0.058 | 0.079 |
| Score_Source_2 | 0.000 | 0.000 | -0.000 | 0.164 | 0.000 | 0.000 | -0.018 | 0.000 | 0.000 | 0.004 | -0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.025 | 0.000 | 0.000 | 0.000 | -0.006 | 0.000 | 1.000 | -0.131 | 0.207 | 0.226 | 1.000 | 0.097 | 0.000 |
| Social_Circle_Default | 0.010 | 0.006 | 0.002 | 0.080 | 0.007 | 0.030 | -0.013 | 0.137 | 0.081 | 0.042 | -0.009 | 0.014 | 0.014 | 0.027 | 0.006 | 0.022 | 0.054 | -0.021 | 0.032 | 0.017 | 0.015 | 0.003 | 0.009 | 0.000 | -0.080 | -0.000 | 0.058 | 0.097 | 1.000 | 0.061 |
| Workphone_Working | 0.014 | 0.000 | 0.013 | 0.075 | 0.005 | 0.008 | 0.016 | 0.094 | 0.021 | 0.032 | 0.032 | 0.024 | 0.034 | 0.019 | 0.025 | 0.051 | 0.049 | 0.031 | 0.025 | 0.290 | 0.040 | 0.000 | 0.022 | 0.000 | 0.065 | 0.070 | 0.079 | 0.000 | 0.061 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| ID | Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Own_House_Age | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Score_Source_1 | Score_Source_2 | Score_Source_3 | Social_Circle_Default | Phone_Change | Credit_Bureau | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 12142509 | 6750 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 61190.55 | 3416.85 | Alone | Commercial | Secondary | M | Male | CL | Home | 0.028663 | 13957 | 1062 | 6123 | 383 | NaN | 1 | 1 | 0 | Sales | 2.0 | 2.0 | 6.0 | 17.0 | Yes | Yes | Self-employed | 0.568066 | 0.478787 | NaN | 0.0186 | 63.0 | NaN | 0 |
| 1 | 12138936 | 20250 | 1.0 | 0.0 | 1.0 | NaN | 0.0 | 15282 | 1826.55 | Alone | Service | Graduation | M | Male | CL | Home | 0.008575 | 14162 | 4129 | 7833 | 21 | 0.0 | 1 | 0 | 1 | NaN | 2.0 | 2.0 | 3.0 | 10.0 | Yes | Yes | Government | 0.563360 | 0.215068 | NaN | NaN | NaN | NaN | 0 |
| 2 | 12181264 | 18000 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 59527.35 | 2788.2 | Alone | Service | Graduation dropout | W | Male | CL | Family | 0.0228 | 16790 | 5102 | NaN | 331 | NaN | 1 | 0 | 0 | Realty agents | 2.0 | 2.0 | 4.0 | NaN | Yes | Yes | Self-employed | NaN | 0.552795 | 0.329655 | 0.0742 | 277.0 | 0.0 | 0 |
| 3 | 12188929 | 15750 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 53870.4 | 2295.45 | Alone | Retired | Secondary | M | Male | CL | Home | 0.010556 | 23195 | 365243 | NaN | 775 | NaN | 1 | 0 | 0 | NaN | 2.0 | 3.0 | 2.0 | 15.0 | Yes | Yes | XNA | NaN | 0.135182 | 0.631355 | NaN | 1700.0 | 3.0 | 0 |
| 4 | 12133385 | 33750 | 1.0 | 0.0 | 1.0 | 0.0 | 2.0 | 133988.4 | 3547.35 | Alone | Commercial | Secondary | M | Female | CL | Home | 0.020713 | 11366 | 2977 | 5516 | 4043 | 6.0 | 1 | 0 | 0 | Laborers | 4.0 | 1.0 | 3.0 | NaN | Yes | Yes | Business Entity Type 3 | 0.508199 | 0.301182 | 0.355639 | 0.2021 | 674.0 | 1.0 | 0 |
| 5 | 12191614 | 11250 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 13752 | 653.85 | Alone | Service | Secondary | W | Female | CL | Home | 0.019101 | 13881 | 1184 | 3910 | 3910 | NaN | 1 | 0 | 0 | Laborers | 2.0 | 2.0 | 2.0 | 10.0 | Yes | Yes | Other | NaN | 0.697928 | 0.420611 | 0.0639 | 739.0 | 0.0 | 0 |
| 6 | 12128086 | 15750 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 128835 | 3779.55 | Alone | Retired | Secondary | S | Male | CL | Home | 0.016612 | 21323 | 365243 | 113 | 4855 | 10.0 | 1 | 0 | 0 | NaN | 1.0 | 2.0 | 3.0 | 14.0 | Yes | Yes | XNA | 0.729913 | 0.602545 | 0.511892 | 0.2041 | 0.0 | 3.0 | 0 |
| 7 | 12215264 | 13500 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 60415.2 | 3097.8 | Alone | Retired | Secondary | M | Male | CL | Home | 0.009175 | 22493 | 365243 | 12617 | 5280 | NaN | 1 | 0 | 1 | NaN | 2.0 | 2.0 | 4.0 | 15.0 | Yes | Yes | XNA | 0.711468 | 0.657508 | 0.549597 | NaN | 1687.0 | 4.0 | 0 |
| 8 | 12159147 | 13500 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 45000 | 1200.15 | Relative | Commercial | Graduation | M | Female | CL | Home | 0.006008 | NaN | 7889 | 5455 | 2665 | 14.0 | 1 | 0 | 1 | Sales | 3.0 | 2.0 | 4.0 | 13.0 | Yes | Yes | Self-employed | 0.475727 | 0.637594 | 0.553165 | 0.1670 | 1611.0 | 0.0 | 0 |
| 9 | 12130547 | 12150 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 16320.15 | 1294.65 | Alone | Retired | Secondary | W | Male | CL | Home | 0.016612 | 20507 | 365243 | 2834 | 4053 | NaN | 1 | 0 | 0 | NaN | 1.0 | 2.0 | NaN | 9.0 | Yes | Yes | XNA | 0.682285 | 0.063343 | 0.08065 | NaN | 533.0 | 5.0 | 0 |
| ID | Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Own_House_Age | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Score_Source_1 | Score_Source_2 | Score_Source_3 | Social_Circle_Default | Phone_Change | Credit_Bureau | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 121846 | 12204389 | 12150 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 25470 | 1462.05 | Alone | Retired | Graduation dropout | S | Male | CL | Home | 0.025164 | 24123.0 | 365243.0 | 9523.0 | 795.0 | NaN | 1 | 0 | 0 | NaN | 1.0 | 2.0 | NaN | 9.0 | Yes | Yes | XNA | 0.720885 | NaN | NaN | 0.0711 | 0.0 | 0.0 | 0 |
| 121847 | 12186941 | 15750 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 26128.8 | 1283.85 | Alone | Commercial | NaN | M | Male | CL | Home | NaN | 14025.0 | 1107.0 | 507.0 | 4514.0 | 24.0 | 1 | 0 | 0 | Managers | NaN | 1.0 | 5.0 | 9.0 | Yes | Yes | Business Entity Type 3 | NaN | 0.729825 | 0.441836 | NaN | 1175.0 | 1.0 | 0 |
| 121848 | 12110723 | 18000 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 27302.4 | 2169.9 | Alone | Service | Secondary | M | Female | CL | Home | 0.035792 | 11073.0 | 1521.0 | 4883.0 | 3602.0 | 23.0 | 1 | 0 | 0 | Sales | 3.0 | 2.0 | 2.0 | 14.0 | Yes | Yes | Housing | NaN | 0.625207 | 0.306202 | NaN | 1718.0 | 2.0 | 0 |
| 121849 | 12183464 | 10350 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 18792.9 | 1736.55 | Alone | Service | Graduation dropout | S | Male | CL | Municipal | 0.010032 | 9204.0 | 763.0 | 3773.0 | 1874.0 | NaN | 1 | 0 | 1 | Sales | 1.0 | 2.0 | 3.0 | 11.0 | Yes | Yes | Self-employed | 0.162760 | 0.621042 | NaN | 0.3340 | 774.0 | NaN | 0 |
| 121850 | 12136406 | 12150 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 78192 | 2383.65 | Alone | Retired | Secondary | S | Male | CL | Home | 0.01885 | 23943.0 | 365243.0 | 1213.0 | 4011.0 | NaN | 1 | 0 | 0 | NaN | 1.0 | 2.0 | 2.0 | 11.0 | Yes | Yes | XNA | NaN | 0.678249 | 0.283712 | 0.0515 | 1581.0 | 2.0 | 0 |
| 121851 | 12207714 | 29250 | 0.0 | 0.0 | NaN | 1.0 | 0.0 | 107820 | 3165.3 | Relative | Service | Secondary | M | Female | CL | Home | 0.031329 | 12889.0 | 2863.0 | 2661.0 | 2943.0 | NaN | 1 | 0 | 0 | Laborers | 2.0 | 2.0 | 4.0 | 16.0 | Yes | No | Business Entity Type 2 | NaN | 0.173527 | 0.184116 | 0.0577 | 0.0 | 1.0 | 1 |
| 121852 | 12173765 | 15750 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 104256 | 3388.05 | Alone | Commercial | Graduation | M | Female | CL | Home | 0.018209 | 8648.0 | 636.0 | 902.0 | 1209.0 | NaN | 1 | 1 | 0 | Sales | 2.0 | 3.0 | 4.0 | 12.0 | Yes | Yes | Self-employed | NaN | 0.371559 | 0.406617 | 0.0825 | 4.0 | 0.0 | 0 |
| 121853 | 12103937 | 8100 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 55107.9 | 2989.35 | Alone | Govt Job | Secondary | M | Male | CL | Home | 0.008068 | 9152.0 | 1623.0 | 3980.0 | 353.0 | NaN | 1 | 0 | 0 | High skill tech | 3.0 | 3.0 | 5.0 | 11.0 | No | No | Trade: type 6 | 0.169049 | 0.048079 | NaN | NaN | 0.0 | NaN | 0 |
| 121854 | 12170623 | 38250 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 45000 | 2719.35 | Alone | Service | Graduation | M | Female | CL | Home | 0.028663 | 10290.0 | 847.0 | 895.0 | 2902.0 | 4.0 | 1 | 0 | 0 | Sales | 2.0 | 2.0 | 1.0 | 12.0 | Yes | Yes | Business Entity Type 3 | 0.182737 | 0.103538 | 0.077499 | 0.0979 | 0.0 | 2.0 | 0 |
| 121855 | 12105610 | 9000 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 62428.95 | 4201.65 | Alone | Commercial | Secondary | S | Male | CL | Home | 0.018029 | 14772.0 | 498.0 | 8679.0 | 5025.0 | 6.0 | 1 | 0 | 0 | Managers | 2.0 | 3.0 | 4.0 | 6.0 | Yes | Yes | Business Entity Type 3 | NaN | 0.556414 | 0.298595 | 0.1031 | 805.0 | 0.0 | 0 |